{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "983ef639-fbf4-4912-b593-9cf08aeb11cd",
   "metadata": {},
   "source": [
    "# Visualizing embeddings in 3D"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "9c9ea9a8-675d-4e3a-a8f7-6f4563df84ad",
   "metadata": {},
   "source": [
    "The example uses [PCA](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html) to reduce the dimensionality fo the embeddings from 1536 to 3. Then we can visualize the data points in a 3D plot. The small dataset `dbpedia_samples.jsonl` is curated by randomly sampling 200 samples from [DBpedia validation dataset](https://www.kaggle.com/danofer/dbpedia-classes?select=DBPEDIA_val.csv)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8df5f2c3-ddbb-4cc4-9205-4c0af1670562",
   "metadata": {},
   "source": [
    "### 1. Load the dataset and query embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "133dfc2a-9dbd-4a5a-96fa-477272f7af5a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Categories of DBpedia samples: Artist                    21\n",
      "Film                      19\n",
      "Plant                     19\n",
      "OfficeHolder              18\n",
      "Company                   17\n",
      "NaturalPlace              16\n",
      "Athlete                   16\n",
      "Village                   12\n",
      "WrittenWork               11\n",
      "Building                  11\n",
      "Album                     11\n",
      "Animal                    11\n",
      "EducationalInstitution    10\n",
      "MeanOfTransportation       8\n",
      "Name: category, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Morada Limited is a textile company based in ...</td>\n",
       "      <td>Company</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Armenian Mirror-Spectator is a newspaper ...</td>\n",
       "      <td>WrittenWork</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mt. Kinka (金華山 Kinka-zan) also known as Kinka...</td>\n",
       "      <td>NaturalPlace</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Planning the Play of a Bridge Hand is a book ...</td>\n",
       "      <td>WrittenWork</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Wang Yuanping (born 8 December 1976) is a ret...</td>\n",
       "      <td>Athlete</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text      category\n",
       "0   Morada Limited is a textile company based in ...       Company\n",
       "1   The Armenian Mirror-Spectator is a newspaper ...   WrittenWork\n",
       "2   Mt. Kinka (金華山 Kinka-zan) also known as Kinka...  NaturalPlace\n",
       "3   Planning the Play of a Bridge Hand is a book ...   WrittenWork\n",
       "4   Wang Yuanping (born 8 December 1976) is a ret...       Athlete"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "samples = pd.read_json(\"data/dbpedia_samples.jsonl\", lines=True)\n",
    "categories = sorted(samples[\"category\"].unique())\n",
    "print(\"Categories of DBpedia samples:\", samples[\"category\"].value_counts())\n",
    "samples.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "19874e3e-a216-48cc-a27b-acb73854d832",
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils.embeddings_utils import get_embeddings\n",
    "# NOTE: The following code will send a query of batch size 200 to /embeddings\n",
    "matrix = get_embeddings(samples[\"text\"].to_list(), model=\"text-embedding-3-small\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d410c268-d8a7-4979-887c-45b1d382dda9",
   "metadata": {},
   "source": [
    "### 2. Reduce the embedding dimensionality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f5410068-f3da-490c-8576-48e84a8728de",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=3)\n",
    "vis_dims = pca.fit_transform(matrix)\n",
    "samples[\"embed_vis\"] = vis_dims.tolist()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6565f57-59c6-4d36-a094-3cbbd9ddeb4c",
   "metadata": {},
   "source": [
    "### 3. Plot the embeddings of lower dimensionality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b17caad3-f0de-4115-83eb-55434a132acc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1622180a0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "771220ea662943a0b06fd6ab908475a1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib widget\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "ax = fig.add_subplot(projection='3d')\n",
    "cmap = plt.get_cmap(\"tab20\")\n",
    "\n",
    "# Plot each sample category individually such that we can set label name.\n",
    "for i, cat in enumerate(categories):\n",
    "    sub_matrix = np.array(samples[samples[\"category\"] == cat][\"embed_vis\"].to_list())\n",
    "    x=sub_matrix[:, 0]\n",
    "    y=sub_matrix[:, 1]\n",
    "    z=sub_matrix[:, 2]\n",
    "    colors = [cmap(i/len(categories))] * len(sub_matrix)\n",
    "    ax.scatter(x, y, zs=z, zdir='z', c=colors, label=cat)\n",
    "\n",
    "ax.set_xlabel('x')\n",
    "ax.set_ylabel('y')\n",
    "ax.set_zlabel('z')\n",
    "ax.legend(bbox_to_anchor=(1.1, 1))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.9 ('openai')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.9"
  },
  "vscode": {
   "interpreter": {
    "hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
